Universal Vector Storage & Zero-Trust RAG Gateway

# pip install vectorai-sdk
from vectorai import VectorAI

# 1. Connect with your profile key
client = VectorAI(api_key="vec_live_7f8a9b1c2d3e4f5a6b7c8d9e0f1a2b3c")

# 2. Ingest sales battlecard with automated PII masking
client.ingest(
    text="Our SOC-2 Type II report was certified in August 2026 by Ernst & Young.",
    collection_name="launch_sales_vault",
    metadata={"doc_type": "sales_battlecard", "agent_id": "launch_sdr_01"}
)

# 3. Autonomous agent queries with prompt-injection firewall
hits = client.search(
    query="Does your platform hold SOC-2 Type II certification?",
    collection_name="launch_sales_vault",
    top_k=3,
    threat_action="sanitize" # Auto-strips prompt injections
)
for hit in hits.results:
    print(f"[{hit.score:.3f}] {hit.payload['text']}")